K. Sankaralingam, Tony Nowatzki, G. Wright, Poly Palamuttam, Jitu Khare, Vinay Gangadhar, Preyas Shah
{"title":"Mozart: Designing for Software Maturity and the Next Paradigm for Chip Architectures","authors":"K. Sankaralingam, Tony Nowatzki, G. Wright, Poly Palamuttam, Jitu Khare, Vinay Gangadhar, Preyas Shah","doi":"10.1109/HCS52781.2021.9567306","DOIUrl":null,"url":null,"abstract":"Where does AI hardware/software stand today? 1. The computational diversity needed to support AI is increasing2. The software user experience expectations is increasing3. GPU software maturity* is unrivalled in completeness and hence allows near complete dominance among AI industry deployment and researchers.4. This support for model diversity is fuelling these trends and increasing GPU adoption!* NVIDIA DL stack - cuDNN, TensorRT, etc.","PeriodicalId":246531,"journal":{"name":"2021 IEEE Hot Chips 33 Symposium (HCS)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Hot Chips 33 Symposium (HCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HCS52781.2021.9567306","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Where does AI hardware/software stand today? 1. The computational diversity needed to support AI is increasing2. The software user experience expectations is increasing3. GPU software maturity* is unrivalled in completeness and hence allows near complete dominance among AI industry deployment and researchers.4. This support for model diversity is fuelling these trends and increasing GPU adoption!* NVIDIA DL stack - cuDNN, TensorRT, etc.